{"id":"W3090565577","doi":"","title":"Development of a Framework for Rockfall Monitoring Value of Information Studies","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Rockfall; Value (mathematics); Computer science; Forensic engineering; Risk analysis (engineering); Geology; Remote sensing; Business; Engineering; Seismology; Landslide","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043392,0.0003187248,0.0005514923,0.00008166075,0.0002313519,0.00002220401,0.0005091012,0.0003022867,0.00006885239],"category_scores_gemma":[0.0002071373,0.0002772832,0.0001807518,0.0005004157,0.000008532183,0.0003999618,0.0006367167,0.0002544661,0.00007422441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066294,"about_ca_system_score_gemma":0.00007662574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001118291,"about_ca_topic_score_gemma":0.000002864698,"domain_scores_codex":[0.9975347,0.00003197197,0.0009983184,0.000357858,0.0006184758,0.0004586804],"domain_scores_gemma":[0.9986438,0.0001127346,0.0006156419,0.0003072377,0.0001204284,0.000200173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00102646,0.00045719,0.0003422745,0.002612472,0.001311134,0.000005560154,0.06421048,0.2541935,0.50406,0.158905,0.001035877,0.01184015],"study_design_scores_gemma":[0.001986319,0.001117356,0.00002108549,0.000649213,0.0003177194,0.000008168818,0.006136697,0.2049205,0.7181961,0.04661522,0.01898378,0.001047883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03416109,0.0002849483,0.9625961,0.0005295696,0.001115731,0.0009457097,0.00004892649,0.0001081539,0.0002097995],"genre_scores_gemma":[0.9276134,0.000448355,0.07145846,0.0001957119,0.0001021066,0.00009227695,0.00002185307,0.00004078063,0.00002707937],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8934523,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989578334719862,"score_gpt":0.2479220135424115,"score_spread":0.2280262301952129,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}